{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b738d0f7-47f6-45af-995b-8e870849e2f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_19076\\2408741103.py:29: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['正文'] = data['正文'].apply(clean_text)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import string\n",
    "df = pd.read_excel('oborpress.xlsx')\n",
    "\n",
    "data = df[(df['year'] >= 2013) & (df['year'] <= 2023)]\n",
    "\n",
    "def clean_text(text):\n",
    "    text = text.translate(str.maketrans('', '', string.punctuation)).lower()\n",
    "    # change various expressions of OBOR into one\n",
    "    replacements = [\n",
    "        (\"belt and road\", \"obor\"),\n",
    "        (\"silk road\", \"obor\"),\n",
    "        (\"one belt and one road\", \"obor\"),\n",
    "        (\"belt and road initiative\", \"obor\"),\n",
    "        (\"silk road economic belt\", \"obor\")\n",
    "    ]\n",
    "    for old, new in replacements:\n",
    "        text = text.replace(old, new)\n",
    "    \n",
    "    return text\n",
    "\n",
    "data['year'] = data['year'].apply(clean_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9db8815d-5e40-4e43-a34c-c5b0d231b37d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_19076\\484606580.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['正文'] = data['正文'].apply(clean_text)\n",
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_19076\\484606580.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['正文'] = data['正文'].apply(remove_numbers)\n",
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_19076\\484606580.py:70: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['正文'] = data['正文'].apply(removexx)\n",
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_19076\\484606580.py:85: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['retrieve'] = data['正文'].apply(lambda x: extract_context(x, \"obor\"))\n"
     ]
    }
   ],
   "source": [
    "from nltk.corpus import stopwords\n",
    "import nltk\n",
    "import re\n",
    "stop_words = set(nltk.corpus.stopwords.words('english'))\n",
    "stop_words_add = set(['said', 'also','–', 'would', '?', 'think','https','org','among','much','com','long','%',\n",
    "                      'however','www', ';','well','party','million','billion','made','major','people', '$','mr',\n",
    "                      'state','since','according','part','states','initiative','road','many','u','even','one',\n",
    "                      'like','may','april','might','new','years','two','two','billion','time','belt','first',\n",
    "                      'last','could','including','year','asked','sg','see','says','make','ho','day','st',\n",
    "                     'take','three','around','hong','kong','told','recent','week','days','weeks','july',\n",
    "                     'january','febulary','march','may','june','august','september','october','november',\n",
    "                     'december','china','us','world','internation','pakistan','global','president','aisa','affairs',\n",
    "                'beijing','africa','cities','xi','high','silk','bri','un','russia','vist','make',\n",
    "                'america','xijinping','take','primeminister','general','largest','report','areas',\n",
    "                'area','afganistan','held','australia','issus','opening','times','capital','better',\n",
    "                'another','co','use','eu','far','already','term','come','get','week','century','home',\n",
    "                'especiialy','led','big','within','large','say','going','used','given','go','seen',\n",
    "                'issue','event','days','terms','show','taking','recently','others','known','taken',\n",
    "                'took','vice','versa','era','boost','small','know','none','look','trillion','iclude',\n",
    "                'asked','saying','students','meet','whether','came','sectors','period','later','least',\n",
    "                'initiative','serious','able','syndigate','comes','rather','course','lot','left','using',\n",
    "                'remains','almost','willing','things','higher','reported','coming','article','little',\n",
    "                'found','low','dr','away','often','always','xinhua','online','book','although','decade',\n",
    "                'yi','zhang','addition','via','results','hub','begin','began','begun','visited','late',\n",
    "                'latest','needed','becoming','countries','meeting','hope','beijing','issues','number',\n",
    "                'guterres','middle','place','sector','especially','example','point','months','years',\n",
    "                'chinadaily','currently','behind','international','got','ever',\n",
    "                     'said', 'also','–', 'would', '?', 'think','https','org','among','much',\n",
    "                      'com','long','%','however','www', ';','well','party','million','billion',\n",
    "                      'made','major','people', '$','mr','state','since','according','part','states',\n",
    "                      'initiative','road','many','u','even','one','like','may','april','might','new',\n",
    "                      'years','two','year','billion','time','belt','first','last','could','including',\n",
    "                      'great','become','need','day','past','around','day','month','along','wang',\n",
    "                      'see','still','along','second','sides','back','across','says','percent','based',\n",
    "                      'good','added','add','recent','set','per','next','end','today','told','making',\n",
    "                      'top','forward','li','cent','best','several','every','want','ago','yet','et',\n",
    "                      'daily','due','al','met','another','make','times','time','call','called','use',\n",
    "                      'research','must','sunday','monday','tuesday','wednesday','thursday','friday',\n",
    "                      'saturday','days','chinese']) \n",
    "all_stop_words = stop_words.union(stop_words_add)\n",
    "\n",
    "\n",
    "def clean_text(text):\n",
    "    text = text.translate(str.maketrans('', '', string.punctuation)).lower()\n",
    "\n",
    "    replacements = [\n",
    "        (\"belt and road\", \"obor \"),\n",
    "        (\"silk road\", \"obor \"),\n",
    "        (\"one belt and one road\", \"obor \"),\n",
    "        (\"belt and road initiative\", \"obor \"),\n",
    "        (\"silk road economic belt\", \"obor \")\n",
    "    ]\n",
    "    for old, new in replacements:\n",
    "        text = text.replace(old, new)\n",
    "    \n",
    "    return text\n",
    "    \n",
    "def remove_numbers(text):\n",
    "    return re.sub(r'\\d+', ' ', text) \n",
    "\n",
    "def removexx(text):\n",
    "    punctuation = string.punctuation + '’“”‘。，、；：？¿！—·《》〈〉「」【】『』'\n",
    "    return text\n",
    "\n",
    "data['text'] = data['text'].apply(clean_text)\n",
    "data['text'] = data['text'].apply(remove_numbers)\n",
    "data['text'] = data['text'].apply(removexx)\n",
    "\n",
    "# search for 20 words before and after obor\n",
    "def extract_context(text, keyword=\"obor\", window=20):\n",
    "    words = text.split()\n",
    "    if keyword not in words:\n",
    "        return \"\"\n",
    "\n",
    "    keyword_index = words.index(keyword) \n",
    "    start = max(0, keyword_index - window) \n",
    "    end = min(len(words), keyword_index + window + 1) \n",
    "    context = words[start:end]\n",
    "    context = [word for word in context if word not in all_stop_words]\n",
    "    return \" \".join(context)\n",
    "\n",
    "data['retrieve'] = data['text'].apply(lambda x: extract_context(x, \"obor\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "edc44f8b-48ec-434b-befc-9fcb8d33e994",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "from collections import Counter\n",
    "import numpy as np\n",
    "def word_frequencies(text):\n",
    "    words = text.split() \n",
    "    return Counter(words) \n",
    "\n",
    "all_words = data['retrieve'].apply(lambda x: word_frequencies(x)).sum()\n",
    "\n",
    "word_freq_table = pd.DataFrame(all_words.items(), columns=['word', 'frequency']).sort_values(by='frequency', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6c3700d1-ec2a-4a0e-9cd7-c80577d634e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1417 = data[(data['year'] >= 2014) & (data['year'] <= 2017)]\n",
    "data2023 = data[(data['year'] >= 2020) & (data['year'] <= 2023)]\n",
    "all_words1417 = data1417['retrieve'].apply(lambda x: word_frequencies(x)).sum()\n",
    "all_words2023 = data1417['retrieve'].apply(lambda x: word_frequencies(x)).sum()\n",
    "word_freq1417 = pd.DataFrame(all_words1417.items(), columns=['word', 'frequency']).sort_values(by='frequency', ascending=False)\n",
    "word_freq2023 = pd.DataFrame(all_words2023.items(), columns=['word', 'frequency']).sort_values(by='frequency', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "53fcb0b6-1980-46dc-ba4a-bba9e07e3ad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "word_freq1417.to_excel(\"word_freq1417.xlsx\", index = False)\n",
    "word_freq2023.to_excel(\"word_freq2023.xlsx\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5e89ac44-5565-49c8-b01c-74703fe348b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_6068\\676102596.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1417['cleaned_retrieve'] = data1417['retrieve'].apply(clean_text)\n",
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_6068\\676102596.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data2023['cleaned_retrieve'] = data2023['retrieve'].apply(clean_text)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "import numpy as np\n",
    "def clean_text(text):\n",
    "    text = re.sub(r'\\d+', ' ', text) \n",
    "    text = re.sub(r'[^a-zA-Z\\s]', ' ', text) \n",
    "    text = text.lower() \n",
    "    return text\n",
    "\n",
    "data1417['cleaned_retrieve'] = data1417['retrieve'].apply(clean_text)\n",
    "data2023['cleaned_retrieve'] = data2023['retrieve'].apply(clean_text)\n",
    "\n",
    "# calculate coexistence matrix\n",
    "def co_occurrence_matrix(data, column):\n",
    "    texts = data[column].tolist()\n",
    "    vectorizer = CountVectorizer(binary=True)\n",
    "    X = vectorizer.fit_transform(texts)\n",
    "    co_occurrence = (X.T @ X).toarray() \n",
    "    feature_names = vectorizer.get_feature_names_out()\n",
    "    co_occurrence_df = pd.DataFrame(co_occurrence, index=feature_names, columns=feature_names)\n",
    "    return co_occurrence_df\n",
    "\n",
    "co_matrix_1417 = co_occurrence_matrix(data1417, 'cleaned_retrieve')\n",
    "co_matrix_2023 = co_occurrence_matrix(data2023, 'cleaned_retrieve')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "87640fc5-2862-48aa-825c-a6d309aca00e",
   "metadata": {},
   "outputs": [],
   "source": [
    "co_matrix_1417.to_csv(\"co_occurrence_1417.csv\")\n",
    "co_matrix_2023.to_csv(\"co_occurrence_2023.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9c345323-034f-4917-b0c3-1449aa52e5c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_6068\\3147238749.py:29: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1417['cleaned_retrieve'] = data1417['retrieve'].apply(clean_text)\n",
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_6068\\3147238749.py:30: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data2023['cleaned_retrieve'] = data2023['retrieve'].apply(clean_text)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "def word_frequencies(text):\n",
    "    words = text.split() \n",
    "    return pd.Series(words).value_counts()\n",
    "\n",
    "all_words1417 = data1417['retrieve'].apply(lambda x: word_frequencies(x)).sum()\n",
    "all_words2023 = data2023['retrieve'].apply(lambda x: word_frequencies(x)).sum()\n",
    "\n",
    "word_freq1417 = pd.DataFrame(all_words1417.items(), columns=['word', 'frequency']).sort_values(by='frequency', ascending=False)\n",
    "word_freq2023 = pd.DataFrame(all_words2023.items(), columns=['word', 'frequency']).sort_values(by='frequency', ascending=False)\n",
    "\n",
    "word1417 = word_freq1417[word_freq1417['frequency'] > 5]\n",
    "word2023 = word_freq2023[word_freq2023['frequency'] > 5]\n",
    "words_to_keep_1417 = word_freq1417[word_freq1417['frequency'] > 5]['word'].tolist()\n",
    "words_to_keep_2023 = word_freq2023[word_freq2023['frequency'] > 5]['word'].tolist()\n",
    "\n",
    "def clean_text(text):\n",
    "    text = re.sub(r'\\d+', ' ', text) \n",
    "    text = re.sub(r'[^a-zA-Z\\s]', ' ', text)\n",
    "    text = text.lower()\n",
    "    return text\n",
    "\n",
    "data1417['cleaned_retrieve'] = data1417['retrieve'].apply(clean_text)\n",
    "data2023['cleaned_retrieve'] = data2023['retrieve'].apply(clean_text)\n",
    "\n",
    "def co_occurrence_matrix(data, column, words_to_keep):\n",
    "    # 将所有清洗后的文本合并为一份\n",
    "    texts = data[column].tolist()\n",
    "\n",
    "    # 使用 CountVectorizer 来构建词频矩阵\n",
    "    vectorizer = CountVectorizer(vocabulary=words_to_keep, binary=True)  # binary=True 表示只计数词的共现，0或1\n",
    "    X = vectorizer.fit_transform(texts)\n",
    "    \n",
    "    # 计算共现矩阵\n",
    "    co_occurrence = (X.T @ X).toarray()  # 点积得到共现矩阵\n",
    "\n",
    "    # 获取特征词汇\n",
    "    feature_names = vectorizer.get_feature_names_out()\n",
    "\n",
    "    # 创建共现矩阵的 DataFrame\n",
    "    co_occurrence_df = pd.DataFrame(co_occurrence, index=feature_names, columns=feature_names)\n",
    "    np.fill_diagonal(co_occurrence_df.values, 0)\n",
    "    return co_occurrence_df\n",
    "\n",
    "co_matrix_1417 = co_occurrence_matrix(data1417, 'cleaned_retrieve', words_to_keep_1417)\n",
    "co_matrix_2023 = co_occurrence_matrix(data2023, 'cleaned_retrieve', words_to_keep_2023)\n",
    "word1417.to_excel(\"word_freq1417.xlsx\", index = False)\n",
    "word2023.to_excel(\"word_freq2023.xlsx\", index = False)\n",
    "co_matrix_1417.to_csv(\"co_occurrence_1417.csv\")\n",
    "co_matrix_2023.to_csv(\"co_occurrence_2023.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b874b521-fb2c-46d9-948e-ae8efa76a957",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "67a11aed-f30a-4cfd-bf4a-d996ce59137d",
   "metadata": {},
   "outputs": [],
   "source": [
    "co1417 = pd.read_csv('co1417central.csv', encoding = 'ANSI')\n",
    "co2023 = pd.read_csv('co2023central.csv', encoding = 'ANSI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d5635491-9f38-4929-a017-d17c5cafcb2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "common_words = pd.merge(co1417[['word', 'frequency', 'degree', 'Eigenvector Centrality']], \n",
    "                        co2023[['word', 'frequency', 'degree', 'Eigenvector Centrality']], \n",
    "                        on='word', how='inner', suffixes=('_1417', '_2023'))\n",
    "\n",
    "\n",
    "# 最终将这些信息整理成新的表格 coco\n",
    "coco = common_words[['word', 'frequency_1417', 'degree_1417', 'Eigenvector Centrality_1417', \n",
    "                     'frequency_2023', 'degree_2023', 'Eigenvector Centrality_2023']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "dbc40a5f-f1a5-4abb-bbc6-c55f8f0bf04e",
   "metadata": {},
   "outputs": [],
   "source": [
    "coco.to_excel(\"ECen1417vs2023.xlsx\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e388f82-26a3-4027-a4d1-beece7007f1b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "28e11e60-5c92-42c2-b62a-62e5368e375b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1920x2560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "# 示例数据\n",
    "data = pd.read_excel('ECen1417vs2023.xlsx')\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "df = df.head(200)\n",
    "def newline(p1, p2, color='black'):\n",
    "    ax = plt.gca()\n",
    "    l = mlines.Line2D([p1[0], p2[0]], [p1[1], p2[1]], color=color, lw=2)\n",
    "    ax.add_line(l)\n",
    "    return l\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(24, 32), dpi=80)\n",
    "\n",
    "for idx, row in df.iterrows():\n",
    "    p1 = [row['Rank14to17'], idx]\n",
    "    p2 = [row['Rank20-23'], idx]\n",
    "\n",
    "    if row['Rank20-23'] > row['Rank14to17']: \n",
    "        color = 'green'\n",
    "    elif row['Rank20-23'] < row['Rank14to17']:  \n",
    "        color = 'red'\n",
    "    else:  # 排名不变\n",
    "        color = 'none'  \n",
    "\n",
    "    if color != 'none':\n",
    "        newline(p1, p2, color=color)\n",
    "\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "\n",
    "ax.set_title(\"\")\n",
    "ax.set_yticks(range(len(df)))\n",
    "ax.set_yticklabels(df['word'], fontsize=12)\n",
    "ax.set_ylim(-1, len(df)) \n",
    "ax.set_xlim(min(df[['Rank14to17', 'Rank20-23']].min()) - 1, max(df[['Rank14to17', 'Rank20-23']].max()) + 1)\n",
    "ax.scatter(df['Rank14to17'], range(len(df)), color='black', zorder=5, s=5, label='Rank 14-17')  # 缩小点的大小\n",
    "ax.scatter(df['Rank20-23'], range(len(df)), color='blue', zorder=5, s=5, label='Rank 20-23')  # 缩小点的大小\n",
    "ax.invert_yaxis()\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(True)\n",
    "ax.spines['bottom'].set_visible(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(r\"variance.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "855a8e4b-0ed7-4065-b20d-ee22558c8485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 7680x10240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "data = pd.read_excel('ECen1417vs2023.xlsx')\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "def newline(p1, p2, color='black'):\n",
    "    ax = plt.gca()\n",
    "    l = mlines.Line2D([p1[0], p2[0]], [p1[1], p2[1]], color=color, lw=2)\n",
    "    ax.add_line(l)\n",
    "    return l\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(96, 128), dpi=80)\n",
    "\n",
    "for idx, row in df.iterrows():\n",
    "    p1 = [row['Rank14to17'], idx]\n",
    "    p2 = [row['Rank20-23'], idx]\n",
    "\n",
    "    if row['Rank20-23'] > row['Rank14to17']: \n",
    "        color = 'green'\n",
    "    elif row['Rank20-23'] < row['Rank14to17']: \n",
    "        color = 'red'\n",
    "    else: \n",
    "        color = 'none'\n",
    "\n",
    "    if color != 'none':\n",
    "        newline(p1, p2, color=color)\n",
    "\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "ax.set_title(\"\")\n",
    "ax.set_yticks(range(len(df)))\n",
    "ax.set_yticklabels(df['word'], fontsize=12)\n",
    "ax.set_ylim(-1, len(df))\n",
    "ax.set_xlim(min(df[['Rank14to17', 'Rank20-23']].min()) - 1, max(df[['Rank14to17', 'Rank20-23']].max()) + 1)\n",
    "ax.scatter(df['Rank14to17'], range(len(df)), color='black', zorder=5, s=5, label='Rank 14-17')  # 缩小点的大小\n",
    "ax.scatter(df['Rank20-23'], range(len(df)), color='blue', zorder=5, s=5, label='Rank 20-23')  # 缩小点的大小\n",
    "ax.invert_yaxis()\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(True)\n",
    "ax.spines['bottom'].set_visible(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(r\"total.png\", dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6790dfb-7f0f-4293-b5fd-5942fa9f00c7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
